{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "burning-flavor",
   "metadata": {},
   "source": [
    "# HLS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "concerned-attachment",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "handed-router",
   "metadata": {},
   "outputs": [],
   "source": [
    "img = cv2.imread(\"hls.jpg\")\n",
    "\n",
    "# 轉換BGR到HLS\n",
    "imgHLS = cv2.cvtColor(img, cv2.COLOR_BGR2HLS)\n",
    "\n",
    "# range of white color in L channel L通道白色範圍\n",
    "# mask = cv2.inRange(imgHLS[:,:,1], lowerb=250, upperb=255)\n",
    "mask = cv2.inRange(imgHLS, np.array([0,250,0]), np.array([255,255,255]))\n",
    "\n",
    "# Apply Mask to original image 將蒙版應用到原始圖像\n",
    "white_mask = cv2.bitwise_and(img, img, mask=mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "voluntary-hypothetical",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1f717de2a00>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(white_mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "dynamic-religion",
   "metadata": {},
   "outputs": [],
   "source": [
    "img = cv2.imread(\"hls.jpg\")\n",
    "\n",
    "# 轉換BGR到HSV\n",
    "imgHSV = cv2.cvtColor(img, cv2.COLOR_BGR2HSV)\n",
    "\n",
    "# range of white color in L channel L通道白色範圍\n",
    "# mask = cv2.inRange(imgHSV[:,:,1], lower=250, upper=255)\n",
    "mask = cv2.inRange(imgHSV, np.array([78,43,46]), np.array([99,255,255]))\n",
    "\n",
    "\n",
    "# Apply Mask to original image 將蒙版應用到原始圖像\n",
    "white_mask = cv2.bitwise_and(img,img, mask=mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "vocal-timber",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1f717ece9d0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(white_mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "obvious-isolation",
   "metadata": {},
   "outputs": [],
   "source": [
    "cv2.imshow('white_mask', white_mask)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "brief-guyana",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1f718add7c0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "happy-aquatic",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
